Applied ML Bootcamps ML Frameworks

Intensive, project-based course materials and bootcamp content focused on practical machine learning applications in specific domains (finance, DSP, music, analytics). Does NOT include theoretical foundations, general tutorials, or pure academic lecture notes without applied components.

There are 52 applied ml bootcamps frameworks tracked. 4 score above 50 (established tier). The highest-rated is girafe-ai/ml-course at 64/100 with 3,437 stars.

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#	Framework	Score	Tier	Stars	Language
1	girafe-ai/ml-course Open Machine Learning course	64	Established	3,437	Jupyter Notebook
2	Yorko/mlcourse.ai Open Machine Learning Course	61	Established	10,468	Python
3	MITDeepLearning/introtodeeplearning Lab Materials for MIT 6.S191: Introduction to Deep Learning	57	Established	8,517	Jupyter Notebook
4	andriygav/MachineLearningSeminars Семинары А.В. Грабового к лекционному курсу К.В. Воронцова.	54	Established	380	Jupyter Notebook
5	dssg/mlforpublicpolicylab Repo for ML for Public Policy Lab course at CMU	46	Emerging	121	Jupyter Notebook
6	purushottamkar/ml19-20w CS 771A: Introduction to Machine Learning, IIT Kanpur, 2019-20-winter offering	44	Emerging	127	Jupyter Notebook
7	purushottamkar/ml19-20a CS 771A: Introduction to Machine Learning, IIT Kanpur, 2019-20-autumn offering	43	Emerging	128	Jupyter Notebook
8	drscotthawley/DLAIE Materials for Hawley's Deep Learning & AI Ethics course	41	Emerging	43	Jupyter Notebook
9	7bits/ml-courses-7bits Материалы курса по Машинному Обучению для стажировки в 7bits	41	Emerging	95	Jupyter Notebook
10	vijay-jaisankar/ML_TA_IIITB_2022 Contains material relevant to the AI511 Machine Learning Course	40	Emerging	52	Jupyter Notebook
11	JannesKlaas/MLiFC Course Material for the machine learning in financial context bootcamp	40	Emerging	109	Jupyter Notebook
12	dayekb/Study Учебные материалы по курсам связанным с Машинным обучением, которые я читаю...	40	Emerging	28	Jupyter Notebook
13	mdeff/ntds_2016 Material for the EPFL master course "A Network Tour of Data Science", edition 2016.	39	Emerging	99	Jupyter Notebook
14	jacopotagliabue/MLSys-NYU-2022 Slides, scripts and materials for the Machine Learning in Finance Course at...	37	Emerging	547	Jupyter Notebook
15	jmartinezheras/2018-MachineLearning-Lectures-ESA Machine Learning Lectures at the European Space Agency (ESA) in 2018	36	Emerging	372	Jupyter Notebook
16	davidrosenberg/mlcourse Machine learning course materials.	36	Emerging	578	Jupyter Notebook
17	DHI/Intro_ML_course Course material for "Introduction to Machine Learning for Water Professionals"	34	Emerging	7	Jupyter Notebook
18	mciwing/mciwing.github.io Code Campus - Python Courses 🚀	34	Emerging	4	HTML
19	averkij/mstu-nlp-course ML Course created for Bauman Moscow State Technical University	34	Emerging	65	—
20	christianwarmuth/openhpi-kipraxis Materialien zum openHPI Online-Kurs "Künstliche Intelligenz und Maschinelles...	34	Emerging	35	Jupyter Notebook
21	MasterLegend/PyML Python and Machine Learning Course	33	Emerging	81	Jupyter Notebook
22	AIMLC-IITD/Summer-of-ML-2021 [SOML'21] Reference material, tutorial notebooks and other resources for...	33	Emerging	10	Jupyter Notebook
23	dssg/MLforPublicPolicy Class resources for CAPP 30254 (Machine Learning for Public Policy)	33	Emerging	109	Jupyter Notebook
24	yandexdataschool/MLatImperial2017 Materials for the course of machine learning at Imperial College organized...	32	Emerging	85	Jupyter Notebook
25	lysukhin/vk-academy-dl-cv "Basic Deep Learning" and "NNs for Computer Vision" courses materials at VK...	32	Emerging	76	Jupyter Notebook
26	UVADS/DS-3001 DS 3001: Foundations of Machine Learning	31	Emerging	19	Jupyter Notebook
27	Dyakonov/PZAD Курс "Прикладные задачи анализа данных" (ВМК, МГУ имени М.В. Ломоносова)	31	Emerging	330	—
28	Dyakonov/DL Курс "Глубокое обучение (Deep Learning)" (ВМК, МГУ имени М.В. Ломоносова)	30	Emerging	516	—
29	kehkok/nilmtk-ukdale Group of Apprentices to learn NILMTK with UK-DALE	29	Experimental	6	Jupyter Notebook
30	wisoffe/Courses Notes and practical tasks for DS/ML/AI courses	26	Experimental	30	Jupyter Notebook
31	esviswajith95/MLP Notebooks from ML Practice course at IITM Online degree programme	25	Experimental	29	Jupyter Notebook
32	esviswajith95/MLT Notebooks from ML Techniques course at IITM Online degree programme	25	Experimental	30	Jupyter Notebook
33	jake1412/MSAI_DL_Recitations Recitations materials for MSAI437: Deep Learning	24	Experimental	2	Jupyter Notebook
34	projeduc/ESI_ML Machine Learning support course for ESI, Algiers, Algeria	24	Experimental	34	Jupyter Notebook
35	equinor/ml-pitfalls Material for a short course on pitfalls in machine learning	23	Experimental	8	Jupyter Notebook
36	naomitorrisi/MSc-Cancer-Genomics-DataScience 📘 Coursework, notebooks, and scripts for the MSc Cancer Genomics & Data...	22	Experimental	—	Jupyter Notebook
37	GitiHubi/courseMLDL A series of interactive labs we prepared for the Introduction into Machine...	21	Experimental	11	Jupyter Notebook
38	capital-G/musikinformatik-sose2021 Course materials for Musikinformatik course SoSe 2021 at RSH Düsseldorf	20	Experimental	10	Jupyter Notebook
39	nishanc/MLforBeginners Related to the session conducted for Faculty of IT, University of Moratuwa...	19	Experimental	2	TypeScript
40	oscar-defelice/DSAcademy-lectures Here is the material for a course I will be giving in a Master of Data Science and AI	19	Experimental	10	Jupyter Notebook
41	icharleschen/DSCI-552 DSCI 552: Machine Learning for Data Science	18	Experimental	8	Jupyter Notebook
42	vicgalle/ai-ml-course Materials for the course: AI ML & Analytics	18	Experimental	5	Jupyter Notebook
43	MerkulovDaniil/msai22 Optimization methods course @ MIPT online MSc program.	18	Experimental	11	Jupyter Notebook
44	NazarovMichail/Lectures-notes-MIPT Конспекты лекций магистратуры "Науки о данных" МФТИ	17	Experimental	24	Jupyter Notebook
45	darc-reading/darc-training-2025 Practical for NERC/NCEO/DARC Training course on data assimilation and its...	15	Experimental	7	Jupyter Notebook
46	DRMPN/ATP-and-IP Solutions to "Automatic Text Processing and Image Processing" ITMO course....	14	Experimental	7	Jupyter Notebook
47	mriosrivas/DSP-course-material Coursework material for DSP course.	13	Experimental	8	Jupyter Notebook
48	ECOPOM/AgTech_Students_PythonCourse Python material for agricultural students (ECOPOM)	13	Experimental	5	Jupyter Notebook
49	DieStok/Basic-Machine-Learning-for-Bioinformatics ML course materials for bioinformatics students following the Basic Machine...	12	Experimental	16	Jupyter Notebook
50	gabboraron/Computer_Aided_Solution_Processing In the lecture course, students learn elements of supervised machine...	11	Experimental	—	—
51	davidrpugh/kaust-dsa-201 Course materials for KAUST DSA 201	10	Experimental	1	—
52	noqtisnox/ml-nulp-course A collection of labs for "Basics of Smart Technologies & Systems" course at NULP	10	Experimental	3	Jupyter Notebook

Comparisons in this category

ml-course and mlcourse.ai (64 vs 61) mlcourse.ai and mlcourse (61 vs 36) ml-course and mlcourse (64 vs 36) ml-course and MLiFC (64 vs 40) ml-course and mstu-nlp-course (64 vs 34)